{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Uplift Curves with TMLE Example"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook demonstrates the issue of using uplift curves without knowing true treatment effect and how to solve it by using TMLE as a proxy of the true treatment effect."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-14T19:00:37.209142Z",
     "start_time": "2020-04-14T19:00:36.739696Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-13T03:05:18.290372Z",
     "iopub.status.busy": "2024-10-13T03:05:18.289009Z",
     "iopub.status.idle": "2024-10-13T03:05:18.799846Z",
     "shell.execute_reply": "2024-10-13T03:05:18.799535Z",
     "shell.execute_reply.started": "2024-10-13T03:05:18.290141Z"
    },
    "pycharm": {
     "is_executing": false
    }
   },
   "outputs": [],
   "source": [
    "%reload_ext autoreload\n",
    "%autoreload 2\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-13T03:05:18.800778Z",
     "iopub.status.busy": "2024-10-13T03:05:18.800653Z",
     "iopub.status.idle": "2024-10-13T03:05:18.808458Z",
     "shell.execute_reply": "2024-10-13T03:05:18.807991Z",
     "shell.execute_reply.started": "2024-10-13T03:05:18.800768Z"
    }
   },
   "outputs": [],
   "source": [
    "import os\n",
    "base_path = os.path.abspath(\"../\")\n",
    "os.chdir(base_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-14T19:00:37.956988Z",
     "start_time": "2020-04-14T19:00:37.212224Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-13T03:05:18.809673Z",
     "iopub.status.busy": "2024-10-13T03:05:18.809421Z",
     "iopub.status.idle": "2024-10-13T03:05:19.437285Z",
     "shell.execute_reply": "2024-10-13T03:05:19.436880Z",
     "shell.execute_reply.started": "2024-10-13T03:05:18.809653Z"
    },
    "pycharm": {
     "is_executing": false
    }
   },
   "outputs": [],
   "source": [
    "import logging\n",
    "from matplotlib import pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sklearn.model_selection import train_test_split, KFold\n",
    "import sys\n",
    "import warnings\n",
    "warnings.simplefilter(\"ignore\", UserWarning)\n",
    "\n",
    "from lightgbm import LGBMRegressor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-14T19:00:39.276376Z",
     "start_time": "2020-04-14T19:00:37.959788Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-13T03:05:19.438106Z",
     "iopub.status.busy": "2024-10-13T03:05:19.437903Z",
     "iopub.status.idle": "2024-10-13T03:05:20.102602Z",
     "shell.execute_reply": "2024-10-13T03:05:20.102263Z",
     "shell.execute_reply.started": "2024-10-13T03:05:19.438091Z"
    },
    "pycharm": {
     "is_executing": false
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/jeong/dev/causalml/.venv/lib/python3.12/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n",
      "Failed to import duecredit due to No module named 'duecredit'\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.15.5.dev0\n"
     ]
    }
   ],
   "source": [
    "import causalml\n",
    "\n",
    "from causalml.dataset import synthetic_data\n",
    "from causalml.inference.meta import BaseXRegressor, TMLELearner\n",
    "from causalml.metrics.visualize import *\n",
    "\n",
    "import importlib\n",
    "print(importlib.metadata.version('causalml') )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-14T19:00:39.334893Z",
     "start_time": "2020-04-14T19:00:39.280409Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-13T03:05:20.104083Z",
     "iopub.status.busy": "2024-10-13T03:05:20.103921Z",
     "iopub.status.idle": "2024-10-13T03:05:20.121134Z",
     "shell.execute_reply": "2024-10-13T03:05:20.120720Z",
     "shell.execute_reply.started": "2024-10-13T03:05:20.104072Z"
    }
   },
   "outputs": [],
   "source": [
    "logger = logging.getLogger('causalml')\n",
    "logger.setLevel(logging.DEBUG)\n",
    "plt.style.use('fivethirtyeight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Generating Synthetic Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-14T19:00:39.793117Z",
     "start_time": "2020-04-14T19:00:39.338017Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-13T03:05:20.121695Z",
     "iopub.status.busy": "2024-10-13T03:05:20.121585Z",
     "iopub.status.idle": "2024-10-13T03:05:20.285432Z",
     "shell.execute_reply": "2024-10-13T03:05:20.285062Z",
     "shell.execute_reply.started": "2024-10-13T03:05:20.121685Z"
    }
   },
   "outputs": [],
   "source": [
    "# Generate synthetic data using mode 1\n",
    "y, X, treatment, tau, b, e = synthetic_data(mode=1, n=1000000, p=10, sigma=5.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-14T19:00:40.108040Z",
     "start_time": "2020-04-14T19:00:39.796174Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-13T03:05:20.286105Z",
     "iopub.status.busy": "2024-10-13T03:05:20.285991Z",
     "iopub.status.idle": "2024-10-13T03:05:20.383666Z",
     "shell.execute_reply": "2024-10-13T03:05:20.383341Z",
     "shell.execute_reply.started": "2024-10-13T03:05:20.286095Z"
    }
   },
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test, e_train, e_test, treatment_train, treatment_test, tau_train, tau_test, b_train, b_test = train_test_split(X, y, e, treatment, tau, b, test_size=0.5, random_state=42)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Calculating Individual Treatment Effect (ITE/CATE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-14T19:01:41.773553Z",
     "start_time": "2020-04-14T19:00:40.111749Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-13T03:05:20.384233Z",
     "iopub.status.busy": "2024-10-13T03:05:20.384123Z",
     "iopub.status.idle": "2024-10-13T03:06:02.511546Z",
     "shell.execute_reply": "2024-10-13T03:06:02.511197Z",
     "shell.execute_reply.started": "2024-10-13T03:05:20.384223Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.001193 seconds.\n",
      "You can set `force_row_wise=true` to remove the overhead.\n",
      "And if memory is not enough, you can set `force_col_wise=true`.\n",
      "[LightGBM] [Info] Total Bins 2550\n",
      "[LightGBM] [Info] Number of data points in the train set: 240810, number of used features: 10\n",
      "[LightGBM] [Info] Start training from score 1.031908\n",
      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.000924 seconds.\n",
      "You can set `force_row_wise=true` to remove the overhead.\n",
      "And if memory is not enough, you can set `force_col_wise=true`.\n",
      "[LightGBM] [Info] Total Bins 2550\n",
      "[LightGBM] [Info] Number of data points in the train set: 259190, number of used features: 10\n",
      "[LightGBM] [Info] Start training from score 1.918515\n",
      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.001063 seconds.\n",
      "You can set `force_row_wise=true` to remove the overhead.\n",
      "And if memory is not enough, you can set `force_col_wise=true`.\n",
      "[LightGBM] [Info] Total Bins 2550\n",
      "[LightGBM] [Info] Number of data points in the train set: 240810, number of used features: 10\n",
      "[LightGBM] [Info] Start training from score 0.374437\n",
      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.000885 seconds.\n",
      "You can set `force_row_wise=true` to remove the overhead.\n",
      "And if memory is not enough, you can set `force_col_wise=true`.\n",
      "[LightGBM] [Info] Total Bins 2550\n",
      "[LightGBM] [Info] Number of data points in the train set: 259190, number of used features: 10\n",
      "[LightGBM] [Info] Start training from score 0.624147\n"
     ]
    }
   ],
   "source": [
    "# X Learner\n",
    "learner_x = BaseXRegressor(learner=LGBMRegressor())\n",
    "learner_x.fit(X=X_train, treatment=treatment_train, y=y_train)\n",
    "cate_x_test = learner_x.predict(X=X_test, p=e_test, treatment=treatment_test).flatten()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-14T19:01:42.479937Z",
     "start_time": "2020-04-14T19:01:41.779961Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-13T03:06:02.512187Z",
     "iopub.status.busy": "2024-10-13T03:06:02.512085Z",
     "iopub.status.idle": "2024-10-13T03:06:02.751301Z",
     "shell.execute_reply": "2024-10-13T03:06:02.743328Z",
     "shell.execute_reply.started": "2024-10-13T03:06:02.512176Z"
    }
   },
   "outputs": [
    {
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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "alpha=0.2\n",
    "bins=30\n",
    "plt.figure(figsize=(12,8))\n",
    "plt.hist(cate_x_test, alpha=alpha, bins=bins, label='X Learner')\n",
    "plt.hist(tau_test, alpha=alpha, bins=bins, label='Actual')\n",
    "\n",
    "plt.title('Distribution of CATE Predictions by X-Learner and Actual')\n",
    "plt.xlabel('Individual Treatment Effect (ITE/CATE)')\n",
    "plt.ylabel('# of Samples')\n",
    "_=plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Validating CATE without TMLE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-14T19:01:42.542400Z",
     "start_time": "2020-04-14T19:01:42.485246Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-13T03:06:02.752969Z",
     "iopub.status.busy": "2024-10-13T03:06:02.752861Z",
     "iopub.status.idle": "2024-10-13T03:06:02.805280Z",
     "shell.execute_reply": "2024-10-13T03:06:02.796972Z",
     "shell.execute_reply.started": "2024-10-13T03:06:02.752959Z"
    }
   },
   "outputs": [],
   "source": [
    "df = pd.DataFrame({'y': y_test, 'w': treatment_test, 'tau': tau_test, 'X-Learner': cate_x_test, 'Actual': tau_test})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Uplift Curve With Ground Truth"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If true treatment effect is known as in simulations, the uplift curve of a model uses the cumulative sum of the treatment effect sorted by model's CATE estimate.\n",
    "\n",
    "In the figure below, the uplift curve of X-learner shows positive lift close to the optimal lift by the ground truth."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-14T19:01:44.896718Z",
     "start_time": "2020-04-14T19:01:42.545152Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-13T03:06:02.807476Z",
     "iopub.status.busy": "2024-10-13T03:06:02.807357Z",
     "iopub.status.idle": "2024-10-13T03:06:03.064764Z",
     "shell.execute_reply": "2024-10-13T03:06:03.064374Z",
     "shell.execute_reply.started": "2024-10-13T03:06:02.807465Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(df, outcome_col='y', treatment_col='w', treatment_effect_col='tau')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Uplift Curve Without Ground Truth"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If true treatment effect is unknown as in practice, the uplift curve of a model uses the cumulative mean difference of outcome in the treatment and control group sorted by model's CATE estimate.\n",
    "\n",
    "In the figure below, the uplift curves of X-learner as well as the ground truth show no lift incorrectly."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-04-14T19:01:47.754106Z",
     "start_time": "2020-04-14T19:01:44.899377Z"
    },
    "execution": {
     "iopub.execute_input": "2024-10-13T03:06:03.065491Z",
     "iopub.status.busy": "2024-10-13T03:06:03.065395Z",
     "iopub.status.idle": "2024-10-13T03:06:03.378916Z",
     "shell.execute_reply": "2024-10-13T03:06:03.378567Z",
     "shell.execute_reply.started": "2024-10-13T03:06:03.065482Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(df.drop('tau', axis=1), outcome_col='y', treatment_col='w')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## TMLE "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "toc-hr-collapsed": false
   },
   "source": [
    "### Uplift Curve with TMLE as Ground Truth"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By using TMLE as a proxy of the ground truth, the uplift curves of X-learner and the ground truth become close to the original using the ground truth."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-13T03:06:03.379827Z",
     "iopub.status.busy": "2024-10-13T03:06:03.379722Z",
     "iopub.status.idle": "2024-10-13T03:06:03.397550Z",
     "shell.execute_reply": "2024-10-13T03:06:03.397215Z",
     "shell.execute_reply.started": "2024-10-13T03:06:03.379817Z"
    }
   },
   "outputs": [],
   "source": [
    "n_fold = 5\n",
    "kf = KFold(n_splits=n_fold)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-13T03:06:03.401051Z",
     "iopub.status.busy": "2024-10-13T03:06:03.400898Z",
     "iopub.status.idle": "2024-10-13T03:06:03.424851Z",
     "shell.execute_reply": "2024-10-13T03:06:03.424517Z",
     "shell.execute_reply.started": "2024-10-13T03:06:03.401040Z"
    }
   },
   "outputs": [],
   "source": [
    "df = pd.DataFrame({'y': y_test, 'w': treatment_test, 'p': e_test, 'X-Learner': cate_x_test, 'Actual': tau_test})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-13T03:06:03.425401Z",
     "iopub.status.busy": "2024-10-13T03:06:03.425294Z",
     "iopub.status.idle": "2024-10-13T03:06:03.456390Z",
     "shell.execute_reply": "2024-10-13T03:06:03.456084Z",
     "shell.execute_reply.started": "2024-10-13T03:06:03.425391Z"
    }
   },
   "outputs": [],
   "source": [
    "inference_cols = []\n",
    "for i in range(X_test.shape[1]):\n",
    "    col = 'col_' + str(i)\n",
    "    df[col] = X_test[:,i]\n",
    "    inference_cols.append(col)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-13T03:06:03.457142Z",
     "iopub.status.busy": "2024-10-13T03:06:03.457038Z",
     "iopub.status.idle": "2024-10-13T03:06:03.481284Z",
     "shell.execute_reply": "2024-10-13T03:06:03.480889Z",
     "shell.execute_reply.started": "2024-10-13T03:06:03.457132Z"
    }
   },
   "outputs": [
    {
     "data": {
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       "\n",
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>y</th>\n",
       "      <th>w</th>\n",
       "      <th>p</th>\n",
       "      <th>X-Learner</th>\n",
       "      <th>Actual</th>\n",
       "      <th>col_0</th>\n",
       "      <th>col_1</th>\n",
       "      <th>col_2</th>\n",
       "      <th>col_3</th>\n",
       "      <th>col_4</th>\n",
       "      <th>col_5</th>\n",
       "      <th>col_6</th>\n",
       "      <th>col_7</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-1.172418</td>\n",
       "      <td>0</td>\n",
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       "      <td>0.369913</td>\n",
       "      <td>0.564180</td>\n",
       "      <td>0.175646</td>\n",
       "      <td>0.811024</td>\n",
       "      <td>0.347398</td>\n",
       "      <td>0.873862</td>\n",
       "      <td>0.822687</td>\n",
       "      <td>0.615974</td>\n",
       "      <td>0.178150</td>\n",
       "      <td>0.320590</td>\n",
       "      <td>0.384264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.289621</td>\n",
       "      <td>0</td>\n",
       "      <td>0.290396</td>\n",
       "      <td>0.296887</td>\n",
       "      <td>0.424024</td>\n",
       "      <td>0.717296</td>\n",
       "      <td>0.130751</td>\n",
       "      <td>0.927909</td>\n",
       "      <td>0.453772</td>\n",
       "      <td>0.300610</td>\n",
       "      <td>0.561574</td>\n",
       "      <td>0.599298</td>\n",
       "      <td>0.537041</td>\n",
       "      <td>0.616589</td>\n",
       "      <td>0.444704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-3.709188</td>\n",
       "      <td>1</td>\n",
       "      <td>0.873150</td>\n",
       "      <td>0.737726</td>\n",
       "      <td>0.595008</td>\n",
       "      <td>0.468088</td>\n",
       "      <td>0.721929</td>\n",
       "      <td>0.174398</td>\n",
       "      <td>0.190066</td>\n",
       "      <td>0.519165</td>\n",
       "      <td>0.880392</td>\n",
       "      <td>0.868682</td>\n",
       "      <td>0.606476</td>\n",
       "      <td>0.585635</td>\n",
       "      <td>0.697090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2.556804</td>\n",
       "      <td>1</td>\n",
       "      <td>0.900000</td>\n",
       "      <td>0.292399</td>\n",
       "      <td>0.711302</td>\n",
       "      <td>0.713268</td>\n",
       "      <td>0.709336</td>\n",
       "      <td>0.880897</td>\n",
       "      <td>0.246433</td>\n",
       "      <td>0.574616</td>\n",
       "      <td>0.004385</td>\n",
       "      <td>0.897898</td>\n",
       "      <td>0.122412</td>\n",
       "      <td>0.691561</td>\n",
       "      <td>0.089741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.151192</td>\n",
       "      <td>1</td>\n",
       "      <td>0.761681</td>\n",
       "      <td>0.569939</td>\n",
       "      <td>0.854140</td>\n",
       "      <td>0.782163</td>\n",
       "      <td>0.926117</td>\n",
       "      <td>0.697098</td>\n",
       "      <td>0.133041</td>\n",
       "      <td>0.153903</td>\n",
       "      <td>0.190420</td>\n",
       "      <td>0.943172</td>\n",
       "      <td>0.004570</td>\n",
       "      <td>0.607202</td>\n",
       "      <td>0.386699</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          y  w         p  X-Learner    Actual     col_0     col_1     col_2  \\\n",
       "0 -1.172418  0  0.306314   0.292809  0.369913  0.564180  0.175646  0.811024   \n",
       "1  0.289621  0  0.290396   0.296887  0.424024  0.717296  0.130751  0.927909   \n",
       "2 -3.709188  1  0.873150   0.737726  0.595008  0.468088  0.721929  0.174398   \n",
       "3  2.556804  1  0.900000   0.292399  0.711302  0.713268  0.709336  0.880897   \n",
       "4  5.151192  1  0.761681   0.569939  0.854140  0.782163  0.926117  0.697098   \n",
       "\n",
       "      col_3     col_4     col_5     col_6     col_7     col_8     col_9  \n",
       "0  0.347398  0.873862  0.822687  0.615974  0.178150  0.320590  0.384264  \n",
       "1  0.453772  0.300610  0.561574  0.599298  0.537041  0.616589  0.444704  \n",
       "2  0.190066  0.519165  0.880392  0.868682  0.606476  0.585635  0.697090  \n",
       "3  0.246433  0.574616  0.004385  0.897898  0.122412  0.691561  0.089741  \n",
       "4  0.133041  0.153903  0.190420  0.943172  0.004570  0.607202  0.386699  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-13T03:06:03.482484Z",
     "iopub.status.busy": "2024-10-13T03:06:03.482346Z",
     "iopub.status.idle": "2024-10-13T03:07:15.386252Z",
     "shell.execute_reply": "2024-10-13T03:07:15.385861Z",
     "shell.execute_reply.started": "2024-10-13T03:06:03.482473Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.002005 seconds.\n",
      "You can set `force_row_wise=true` to remove the overhead.\n",
      "And if memory is not enough, you can set `force_col_wise=true`.\n",
      "[LightGBM] [Info] Total Bins 2552\n",
      "[LightGBM] [Info] Number of data points in the train set: 400000, number of used features: 11\n",
      "[LightGBM] [Info] Start training from score 1.502160\n",
      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.001827 seconds.\n",
      "You can set `force_row_wise=true` to remove the overhead.\n",
      "And if memory is not enough, you can set `force_col_wise=true`.\n",
      "[LightGBM] [Info] Total Bins 2552\n",
      "[LightGBM] [Info] Number of data points in the train set: 400000, number of used features: 11\n",
      "[LightGBM] [Info] Start training from score 1.500492\n",
      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.002054 seconds.\n",
      "You can set `force_row_wise=true` to remove the overhead.\n",
      "And if memory is not enough, you can set `force_col_wise=true`.\n",
      "[LightGBM] [Info] Total Bins 2552\n",
      "[LightGBM] [Info] Number of data points in the train set: 400000, number of used features: 11\n",
      "[LightGBM] [Info] Start training from score 1.504350\n",
      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.001720 seconds.\n",
      "You can set `force_row_wise=true` to remove the overhead.\n",
      "And if memory is not enough, you can set `force_col_wise=true`.\n",
      "[LightGBM] [Info] Total Bins 2552\n",
      "[LightGBM] [Info] Number of data points in the train set: 400000, number of used features: 11\n",
      "[LightGBM] [Info] Start training from score 1.505752\n",
      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.001819 seconds.\n",
      "You can set `force_row_wise=true` to remove the overhead.\n",
      "And if memory is not enough, you can set `force_col_wise=true`.\n",
      "[LightGBM] [Info] Total Bins 2552\n",
      "[LightGBM] [Info] Number of data points in the train set: 400000, number of used features: 11\n",
      "[LightGBM] [Info] Start training from score 1.495767\n",
      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.001846 seconds.\n",
      "You can set `force_row_wise=true` to remove the overhead.\n",
      "And if memory is not enough, you can set `force_col_wise=true`.\n",
      "[LightGBM] [Info] Total Bins 2552\n",
      "[LightGBM] [Info] Number of data points in the train set: 400000, number of used features: 11\n",
      "[LightGBM] [Info] Start training from score 1.502160\n",
      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.001715 seconds.\n",
      "You can set `force_row_wise=true` to remove the overhead.\n",
      "And if memory is not enough, you can set `force_col_wise=true`.\n",
      "[LightGBM] [Info] Total Bins 2552\n",
      "[LightGBM] [Info] Number of data points in the train set: 400000, number of used features: 11\n",
      "[LightGBM] [Info] Start training from score 1.500492\n",
      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.001755 seconds.\n",
      "You can set `force_row_wise=true` to remove the overhead.\n",
      "And if memory is not enough, you can set `force_col_wise=true`.\n",
      "[LightGBM] [Info] Total Bins 2552\n",
      "[LightGBM] [Info] Number of data points in the train set: 400000, number of used features: 11\n",
      "[LightGBM] [Info] Start training from score 1.504350\n",
      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.002052 seconds.\n",
      "You can set `force_row_wise=true` to remove the overhead.\n",
      "And if memory is not enough, you can set `force_col_wise=true`.\n",
      "[LightGBM] [Info] Total Bins 2552\n",
      "[LightGBM] [Info] Number of data points in the train set: 400000, number of used features: 11\n",
      "[LightGBM] [Info] Start training from score 1.505752\n",
      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.002140 seconds.\n",
      "You can set `force_row_wise=true` to remove the overhead.\n",
      "And if memory is not enough, you can set `force_col_wise=true`.\n",
      "[LightGBM] [Info] Total Bins 2552\n",
      "[LightGBM] [Info] Number of data points in the train set: 400000, number of used features: 11\n",
      "[LightGBM] [Info] Start training from score 1.495767\n",
      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.001956 seconds.\n",
      "You can set `force_row_wise=true` to remove the overhead.\n",
      "And if memory is not enough, you can set `force_col_wise=true`.\n",
      "[LightGBM] [Info] Total Bins 2552\n",
      "[LightGBM] [Info] Number of data points in the train set: 400000, number of used features: 11\n",
      "[LightGBM] [Info] Start training from score 1.502160\n",
      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.001810 seconds.\n",
      "You can set `force_row_wise=true` to remove the overhead.\n",
      "And if memory is not enough, you can set `force_col_wise=true`.\n",
      "[LightGBM] [Info] Total Bins 2552\n",
      "[LightGBM] [Info] Number of data points in the train set: 400000, number of used features: 11\n",
      "[LightGBM] [Info] Start training from score 1.500492\n",
      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.001815 seconds.\n",
      "You can set `force_row_wise=true` to remove the overhead.\n",
      "And if memory is not enough, you can set `force_col_wise=true`.\n",
      "[LightGBM] [Info] Total Bins 2552\n",
      "[LightGBM] [Info] Number of data points in the train set: 400000, number of used features: 11\n",
      "[LightGBM] [Info] Start training from score 1.504350\n",
      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.001841 seconds.\n",
      "You can set `force_row_wise=true` to remove the overhead.\n",
      "And if memory is not enough, you can set `force_col_wise=true`.\n",
      "[LightGBM] [Info] Total Bins 2552\n",
      "[LightGBM] [Info] Number of data points in the train set: 400000, number of used features: 11\n",
      "[LightGBM] [Info] Start training from score 1.505752\n",
      "[LightGBM] [Info] Auto-choosing row-wise multi-threading, the overhead of testing was 0.001746 seconds.\n",
      "You can set `force_row_wise=true` to remove the overhead.\n",
      "And if memory is not enough, you can set `force_col_wise=true`.\n",
      "[LightGBM] [Info] Total Bins 2552\n",
      "[LightGBM] [Info] Number of data points in the train set: 400000, number of used features: 11\n",
      "[LightGBM] [Info] Start training from score 1.495767\n"
     ]
    }
   ],
   "source": [
    "tmle_df = get_tmlegain(df, inference_col=inference_cols, outcome_col='y', treatment_col='w', p_col='p',\n",
    "                       n_segment=5, cv=kf, ci=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-13T03:07:15.386954Z",
     "iopub.status.busy": "2024-10-13T03:07:15.386844Z",
     "iopub.status.idle": "2024-10-13T03:07:15.406226Z",
     "shell.execute_reply": "2024-10-13T03:07:15.405671Z",
     "shell.execute_reply.started": "2024-10-13T03:07:15.386944Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>X-Learner</th>\n",
       "      <th>Actual</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0.0</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.2</th>\n",
       "      <td>0.129817</td>\n",
       "      <td>0.137608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.4</th>\n",
       "      <td>0.245069</td>\n",
       "      <td>0.260248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.6</th>\n",
       "      <td>0.342145</td>\n",
       "      <td>0.360499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.8</th>\n",
       "      <td>0.416171</td>\n",
       "      <td>0.424499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.0</th>\n",
       "      <td>0.464096</td>\n",
       "      <td>0.464096</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     X-Learner    Actual\n",
       "0.0   0.000000  0.000000\n",
       "0.2   0.129817  0.137608\n",
       "0.4   0.245069  0.260248\n",
       "0.6   0.342145  0.360499\n",
       "0.8   0.416171  0.424499\n",
       "1.0   0.464096  0.464096"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tmle_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Uplift Curve wihtout CI"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we can directly use `plot_tmle()` function to generate the results and plot uplift curve"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-13T03:07:15.407216Z",
     "iopub.status.busy": "2024-10-13T03:07:15.406984Z",
     "iopub.status.idle": "2024-10-13T03:08:27.512248Z",
     "shell.execute_reply": "2024-10-13T03:08:27.511944Z",
     "shell.execute_reply.started": "2024-10-13T03:07:15.407203Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_tmlegain(df, inference_col=inference_cols, outcome_col='y', treatment_col='w', p_col='p',\n",
    "              n_segment=5, cv=kf, ci=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We also provide the api call directly with `plot()` by input `kind='gain'` and `tmle=True`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-13T03:08:27.513012Z",
     "iopub.status.busy": "2024-10-13T03:08:27.512887Z",
     "iopub.status.idle": "2024-10-13T03:09:39.103763Z",
     "shell.execute_reply": "2024-10-13T03:09:39.103468Z",
     "shell.execute_reply.started": "2024-10-13T03:08:27.513002Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(df, kind='gain', tmle=True, inference_col=inference_cols, outcome_col='y', treatment_col='w', p_col='p',\n",
    "     n_segment=5, cv=kf, ci=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### AUUC Score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-13T03:09:39.104422Z",
     "iopub.status.busy": "2024-10-13T03:09:39.104295Z",
     "iopub.status.idle": "2024-10-13T03:10:53.583766Z",
     "shell.execute_reply": "2024-10-13T03:10:53.583437Z",
     "shell.execute_reply.started": "2024-10-13T03:09:39.104411Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "X-Learner    0.266217\n",
       "Actual       0.274492\n",
       "dtype: float64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "auuc_score(df, tmle=True, inference_col=inference_cols, outcome_col='y', treatment_col='w', p_col='p',\n",
    "           n_segment=5, cv=kf, ci=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Uplift Curve with CI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-13T03:10:53.584585Z",
     "iopub.status.busy": "2024-10-13T03:10:53.584472Z",
     "iopub.status.idle": "2024-10-13T03:12:06.766351Z",
     "shell.execute_reply": "2024-10-13T03:12:06.765951Z",
     "shell.execute_reply.started": "2024-10-13T03:10:53.584574Z"
    }
   },
   "outputs": [],
   "source": [
    "tmle_df = get_tmlegain(df, inference_col=inference_cols, outcome_col='y', treatment_col='w', p_col='p',\n",
    "                       n_segment=5, cv=kf, ci=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-13T03:12:06.767003Z",
     "iopub.status.busy": "2024-10-13T03:12:06.766894Z",
     "iopub.status.idle": "2024-10-13T03:12:06.789270Z",
     "shell.execute_reply": "2024-10-13T03:12:06.788597Z",
     "shell.execute_reply.started": "2024-10-13T03:12:06.766994Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>X-Learner</th>\n",
       "      <th>Actual</th>\n",
       "      <th>X-Learner LB</th>\n",
       "      <th>Actual LB</th>\n",
       "      <th>X-Learner UB</th>\n",
       "      <th>Actual UB</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0.0</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.2</th>\n",
       "      <td>0.129817</td>\n",
       "      <td>0.137608</td>\n",
       "      <td>0.112298</td>\n",
       "      <td>0.118507</td>\n",
       "      <td>0.147336</td>\n",
       "      <td>0.156709</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.4</th>\n",
       "      <td>0.245069</td>\n",
       "      <td>0.260248</td>\n",
       "      <td>0.210048</td>\n",
       "      <td>0.223065</td>\n",
       "      <td>0.280090</td>\n",
       "      <td>0.297431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.6</th>\n",
       "      <td>0.342145</td>\n",
       "      <td>0.360499</td>\n",
       "      <td>0.291017</td>\n",
       "      <td>0.309211</td>\n",
       "      <td>0.393274</td>\n",
       "      <td>0.411787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.8</th>\n",
       "      <td>0.416171</td>\n",
       "      <td>0.424499</td>\n",
       "      <td>0.348987</td>\n",
       "      <td>0.358126</td>\n",
       "      <td>0.483356</td>\n",
       "      <td>0.490873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.0</th>\n",
       "      <td>0.464096</td>\n",
       "      <td>0.464096</td>\n",
       "      <td>0.425783</td>\n",
       "      <td>0.425783</td>\n",
       "      <td>0.502409</td>\n",
       "      <td>0.502409</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     X-Learner    Actual  X-Learner LB  Actual LB  X-Learner UB  Actual UB\n",
       "0.0   0.000000  0.000000      0.000000   0.000000      0.000000   0.000000\n",
       "0.2   0.129817  0.137608      0.112298   0.118507      0.147336   0.156709\n",
       "0.4   0.245069  0.260248      0.210048   0.223065      0.280090   0.297431\n",
       "0.6   0.342145  0.360499      0.291017   0.309211      0.393274   0.411787\n",
       "0.8   0.416171  0.424499      0.348987   0.358126      0.483356   0.490873\n",
       "1.0   0.464096  0.464096      0.425783   0.425783      0.502409   0.502409"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tmle_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-13T03:12:06.790046Z",
     "iopub.status.busy": "2024-10-13T03:12:06.789901Z",
     "iopub.status.idle": "2024-10-13T03:13:19.114970Z",
     "shell.execute_reply": "2024-10-13T03:13:19.114656Z",
     "shell.execute_reply.started": "2024-10-13T03:12:06.790034Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_tmlegain(df, inference_col=inference_cols, outcome_col='y', treatment_col='w', p_col='p',\n",
    "              n_segment=5, cv=kf, ci=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-13T03:13:19.115600Z",
     "iopub.status.busy": "2024-10-13T03:13:19.115500Z",
     "iopub.status.idle": "2024-10-13T03:14:33.975056Z",
     "shell.execute_reply": "2024-10-13T03:14:33.974675Z",
     "shell.execute_reply.started": "2024-10-13T03:13:19.115590Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(df, kind='gain', tmle=True, inference_col=inference_cols, outcome_col='y', treatment_col='w', p_col='p',\n",
    "     n_segment=5, cv=kf, ci=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "toc-hr-collapsed": true
   },
   "source": [
    "### Qini Curve with TMLE as Ground Truth"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Qini Curve without CI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-13T03:14:33.975754Z",
     "iopub.status.busy": "2024-10-13T03:14:33.975659Z",
     "iopub.status.idle": "2024-10-13T03:15:48.414953Z",
     "shell.execute_reply": "2024-10-13T03:15:48.414589Z",
     "shell.execute_reply.started": "2024-10-13T03:14:33.975745Z"
    }
   },
   "outputs": [],
   "source": [
    "qini = get_tmleqini(df, inference_col=inference_cols, outcome_col='y', treatment_col='w', p_col='p',\n",
    "                    n_segment=5, cv=kf, ci=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-13T03:15:48.415691Z",
     "iopub.status.busy": "2024-10-13T03:15:48.415585Z",
     "iopub.status.idle": "2024-10-13T03:15:48.436248Z",
     "shell.execute_reply": "2024-10-13T03:15:48.435765Z",
     "shell.execute_reply.started": "2024-10-13T03:15:48.415681Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>X-Learner</th>\n",
       "      <th>Actual</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0.0</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100000.0</th>\n",
       "      <td>44988.697939</td>\n",
       "      <td>56195.170032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200000.0</th>\n",
       "      <td>86989.528719</td>\n",
       "      <td>106484.749293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300000.0</th>\n",
       "      <td>116979.294111</td>\n",
       "      <td>132366.559586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>400000.0</th>\n",
       "      <td>130594.141768</td>\n",
       "      <td>142357.640896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500000.0</th>\n",
       "      <td>120742.005413</td>\n",
       "      <td>120742.005413</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              X-Learner         Actual\n",
       "0.0            0.000000       0.000000\n",
       "100000.0   44988.697939   56195.170032\n",
       "200000.0   86989.528719  106484.749293\n",
       "300000.0  116979.294111  132366.559586\n",
       "400000.0  130594.141768  142357.640896\n",
       "500000.0  120742.005413  120742.005413"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "qini"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-13T03:15:48.437210Z",
     "iopub.status.busy": "2024-10-13T03:15:48.436986Z",
     "iopub.status.idle": "2024-10-13T03:17:18.764846Z",
     "shell.execute_reply": "2024-10-13T03:17:18.764346Z",
     "shell.execute_reply.started": "2024-10-13T03:15:48.437184Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_tmleqini(df, inference_col=inference_cols, outcome_col='y', treatment_col='w', p_col='p',\n",
    "              n_segment=5, cv=kf, ci=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We also provide the api call directly with `plot()` by input `kind='qini'` and `tmle=True`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-13T03:17:18.765932Z",
     "iopub.status.busy": "2024-10-13T03:17:18.765745Z",
     "iopub.status.idle": "2024-10-13T03:18:36.007238Z",
     "shell.execute_reply": "2024-10-13T03:18:36.006905Z",
     "shell.execute_reply.started": "2024-10-13T03:17:18.765915Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(df, kind='qini', tmle=True, inference_col=inference_cols, outcome_col='y', treatment_col='w', p_col='p',\n",
    "     n_segment=5, cv=kf, ci=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Qini Score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-13T03:18:36.007999Z",
     "iopub.status.busy": "2024-10-13T03:18:36.007898Z",
     "iopub.status.idle": "2024-10-13T03:19:48.641713Z",
     "shell.execute_reply": "2024-10-13T03:19:48.641371Z",
     "shell.execute_reply.started": "2024-10-13T03:18:36.007989Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "X-Learner    23011.275285\n",
       "Actual       32653.351497\n",
       "dtype: float64"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "qini_score(df, tmle=True, inference_col=inference_cols, outcome_col='y', treatment_col='w', p_col='p',\n",
    "           n_segment=5, cv=kf, ci=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Qini Curve with CI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-13T03:19:48.642378Z",
     "iopub.status.busy": "2024-10-13T03:19:48.642278Z",
     "iopub.status.idle": "2024-10-13T03:21:00.597433Z",
     "shell.execute_reply": "2024-10-13T03:21:00.597025Z",
     "shell.execute_reply.started": "2024-10-13T03:19:48.642365Z"
    }
   },
   "outputs": [],
   "source": [
    "qini = get_tmleqini(df, inference_col=inference_cols, outcome_col='y', treatment_col='w', p_col='p',\n",
    "                    n_segment=5, cv=kf, ci=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-13T03:21:00.598064Z",
     "iopub.status.busy": "2024-10-13T03:21:00.597952Z",
     "iopub.status.idle": "2024-10-13T03:21:00.621751Z",
     "shell.execute_reply": "2024-10-13T03:21:00.621284Z",
     "shell.execute_reply.started": "2024-10-13T03:21:00.598053Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>X-Learner</th>\n",
       "      <th>Actual</th>\n",
       "      <th>X-Learner LB</th>\n",
       "      <th>Actual LB</th>\n",
       "      <th>X-Learner UB</th>\n",
       "      <th>Actual UB</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0.0</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100000.0</th>\n",
       "      <td>44988.697939</td>\n",
       "      <td>56195.170032</td>\n",
       "      <td>38917.392834</td>\n",
       "      <td>48394.895995</td>\n",
       "      <td>51060.003044</td>\n",
       "      <td>63995.444069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200000.0</th>\n",
       "      <td>86989.528719</td>\n",
       "      <td>106484.749293</td>\n",
       "      <td>74540.043943</td>\n",
       "      <td>91269.597859</td>\n",
       "      <td>99439.013495</td>\n",
       "      <td>121699.900726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300000.0</th>\n",
       "      <td>116979.294111</td>\n",
       "      <td>132366.559586</td>\n",
       "      <td>99553.599324</td>\n",
       "      <td>113510.079995</td>\n",
       "      <td>134404.988898</td>\n",
       "      <td>151223.039177</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>400000.0</th>\n",
       "      <td>130594.141768</td>\n",
       "      <td>142357.640896</td>\n",
       "      <td>110215.540730</td>\n",
       "      <td>121146.165100</td>\n",
       "      <td>150972.742806</td>\n",
       "      <td>163569.116693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500000.0</th>\n",
       "      <td>120742.005413</td>\n",
       "      <td>120742.005413</td>\n",
       "      <td>120742.005413</td>\n",
       "      <td>120742.005413</td>\n",
       "      <td>120742.005413</td>\n",
       "      <td>120742.005413</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              X-Learner         Actual   X-Learner LB      Actual LB  \\\n",
       "0.0            0.000000       0.000000       0.000000       0.000000   \n",
       "100000.0   44988.697939   56195.170032   38917.392834   48394.895995   \n",
       "200000.0   86989.528719  106484.749293   74540.043943   91269.597859   \n",
       "300000.0  116979.294111  132366.559586   99553.599324  113510.079995   \n",
       "400000.0  130594.141768  142357.640896  110215.540730  121146.165100   \n",
       "500000.0  120742.005413  120742.005413  120742.005413  120742.005413   \n",
       "\n",
       "           X-Learner UB      Actual UB  \n",
       "0.0            0.000000       0.000000  \n",
       "100000.0   51060.003044   63995.444069  \n",
       "200000.0   99439.013495  121699.900726  \n",
       "300000.0  134404.988898  151223.039177  \n",
       "400000.0  150972.742806  163569.116693  \n",
       "500000.0  120742.005413  120742.005413  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "qini"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-13T03:21:00.622539Z",
     "iopub.status.busy": "2024-10-13T03:21:00.622429Z",
     "iopub.status.idle": "2024-10-13T03:22:13.220376Z",
     "shell.execute_reply": "2024-10-13T03:22:13.219949Z",
     "shell.execute_reply.started": "2024-10-13T03:21:00.622528Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_tmleqini(df, inference_col=inference_cols, outcome_col='y', treatment_col='w', p_col='p',\n",
    "              n_segment=5, cv=kf, ci=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2024-10-13T03:22:13.221064Z",
     "iopub.status.busy": "2024-10-13T03:22:13.220969Z",
     "iopub.status.idle": "2024-10-13T03:23:42.072755Z",
     "shell.execute_reply": "2024-10-13T03:23:42.072449Z",
     "shell.execute_reply.started": "2024-10-13T03:22:13.221055Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot(df, kind='qini', tmle=True, inference_col=inference_cols, outcome_col='y', treatment_col='w', p_col='p',\n",
    "     n_segment=5, cv=kf, ci=True)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.8"
  },
  "pycharm": {
   "stem_cell": {
    "cell_type": "raw",
    "metadata": {
     "collapsed": false
    },
    "source": []
   }
  },
  "toc": {
   "base_numbering": 1,
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